While numerous studies on IRF1 have primarily focused on its effects on tumor invasion and the immune microenvironment [26,27], we conducted a "rescue" experiment to evaluate the correlation between IRF1 and HCC proliferation, specifically investigating the involvement of ITLN1 in this regulatory process. Here, ITLN1 is linked to hepatocellular carcinoma.